******************************
{'class_weight': {0: 7.9}, 'max_depth': 6, 'n_estimators': 400, 'num_leaves': 41, 'reg_alpha': 0.6000000000000001, 'reg_lambda': 0.4, 'verbose': -1}
cv mcc: 0.24776130880457206
******************************
{'class_weight': {0: 6.300000000000001}, 'max_depth': 21, 'n_estimators': 600, 'num_leaves': 37, 'reg_alpha': 1.9000000000000001, 'reg_lambda': 4.3, 'verbose': -1}
cv mcc: 0.2893787071261454
******************************
{'class_weight': {0: 2.4000000000000004}, 'max_depth': 26, 'n_estimators': 600, 'num_leaves': 41, 'reg_alpha': 2.3000000000000003, 'reg_lambda': 0.1, 'verbose': -1}
cv mcc: 0.45072675756676756
******************************
{'class_weight': {0: 4.0}, 'max_depth': 21, 'n_estimators': 200, 'num_leaves': 48, 'reg_alpha': 2.1, 'reg_lambda': 0.2, 'verbose': -1}
cv mcc: 0.37775561753211423
******************************
{'class_weight': {0: 6.2}, 'max_depth': 8, 'n_estimators': 900, 'num_leaves': 33, 'reg_alpha': 0.5, 'reg_lambda': 2.5, 'verbose': -1}
cv mcc: 0.29215950180777334
******************************
{'class_weight': {0: 2.3000000000000003}, 'max_depth': 25, 'n_estimators': 800, 'num_leaves': 25, 'reg_alpha': 1.3, 'reg_lambda': 1.4000000000000001, 'verbose': -1}
cv mcc: 0.4565230346267158
******************************
{'class_weight': {0: 5.9}, 'max_depth': 24, 'n_estimators': 400, 'num_leaves': 38, 'reg_alpha': 0.9, 'reg_lambda': 1.1, 'verbose': -1}
cv mcc: 0.2993087091975715
******************************
{'class_weight': {0: 6.5}, 'max_depth': 28, 'n_estimators': 100, 'num_leaves': 24, 'reg_alpha': 1.5, 'reg_lambda': 2.7, 'verbose': -1}
cv mcc: 0.2823876104662914
******************************
{'class_weight': {0: 6.800000000000001}, 'max_depth': 6, 'n_estimators': 700, 'num_leaves': 46, 'reg_alpha': 1.0, 'reg_lambda': 4.0, 'verbose': -1}
cv mcc: 0.2718061719731431
******************************
{'class_weight': {0: 4.5}, 'max_depth': 18, 'n_estimators': 400, 'num_leaves': 21, 'reg_alpha': 2.0, 'reg_lambda': 0.1, 'verbose': -1}
cv mcc: 0.35942241812609393
******************************
{'class_weight': {0: 8.700000000000001}, 'max_depth': 19, 'n_estimators': 500, 'num_leaves': 39, 'reg_alpha': 0.4, 'reg_lambda': 2.5, 'verbose': -1}
cv mcc: 0.2258884117946742
******************************
{'class_weight': {0: 2.6}, 'max_depth': 25, 'n_estimators': 600, 'num_leaves': 43, 'reg_alpha': 0.6000000000000001, 'reg_lambda': 1.9000000000000001, 'verbose': -1}
cv mcc: 0.4389916578290467
******************************
{'class_weight': {0: 4.2}, 'max_depth': 20, 'n_estimators': 300, 'num_leaves': 24, 'reg_alpha': 1.0, 'reg_lambda': 3.6, 'verbose': -1}
cv mcc: 0.3709259537480904
******************************
{'class_weight': {0: 8.5}, 'max_depth': 21, 'n_estimators': 900, 'num_leaves': 38, 'reg_alpha': 1.9000000000000001, 'reg_lambda': 1.0, 'verbose': -1}
cv mcc: 0.23320017758120407
******************************
{'class_weight': {0: 5.300000000000001}, 'max_depth': 6, 'n_estimators': 100, 'num_leaves': 33, 'reg_alpha': 1.8, 'reg_lambda': 2.5, 'verbose': -1}
cv mcc: 0.32802555811594275
******************************
{'class_weight': {0: 4.3}, 'max_depth': 18, 'n_estimators': 400, 'num_leaves': 27, 'reg_alpha': 1.3, 'reg_lambda': 1.0, 'verbose': -1}
cv mcc: 0.36359839011274103
******************************
{'class_weight': {0: 8.3}, 'max_depth': 27, 'n_estimators': 400, 'num_leaves': 40, 'reg_alpha': 2.0, 'reg_lambda': 3.0, 'verbose': -1}
cv mcc: 0.23963212055588437
******************************
{'class_weight': {0: 8.700000000000001}, 'max_depth': 17, 'n_estimators': 100, 'num_leaves': 31, 'reg_alpha': 0.0, 'reg_lambda': 0.6000000000000001, 'verbose': -1}
cv mcc: 0.2258884117946742
******************************
{'class_weight': {0: 2.9000000000000004}, 'max_depth': 22, 'n_estimators': 500, 'num_leaves': 30, 'reg_alpha': 2.7, 'reg_lambda': 3.6, 'verbose': -1}
cv mcc: 0.42810846222381044
******************************
{'class_weight': {0: 5.9}, 'max_depth': 14, 'n_estimators': 800, 'num_leaves': 27, 'reg_alpha': 1.0, 'reg_lambda': 1.7000000000000002, 'verbose': -1}
cv mcc: 0.2993087091975715
******************************
{'class_weight': {0: 3.9000000000000004}, 'max_depth': 26, 'n_estimators': 800, 'num_leaves': 25, 'reg_alpha': 2.6, 'reg_lambda': 1.8, 'verbose': -1}
cv mcc: 0.37929696759408976
******************************
{'class_weight': {0: 2.3000000000000003}, 'max_depth': 16, 'n_estimators': 600, 'num_leaves': 34, 'reg_alpha': 3.0, 'reg_lambda': 1.4000000000000001, 'verbose': -1}
cv mcc: 0.4565230346267158
******************************
{'class_weight': {0: 9.700000000000001}, 'max_depth': 16, 'n_estimators': 800, 'num_leaves': 34, 'reg_alpha': 3.0, 'reg_lambda': 1.5, 'verbose': -1}
cv mcc: 0.21023701459709276
******************************
{'class_weight': {0: 6.6000000000000005}, 'max_depth': 12, 'n_estimators': 800, 'num_leaves': 26, 'reg_alpha': 1.5, 'reg_lambda': 4.9, 'verbose': -1}
cv mcc: 0.27892884417883285
******************************
{'class_weight': {0: 9.3}, 'max_depth': 16, 'n_estimators': 300, 'num_leaves': 34, 'reg_alpha': 1.3, 'reg_lambda': 2.0, 'verbose': -1}
cv mcc: 0.21481640920418196
******************************
{'class_weight': {0: 2.3000000000000003}, 'max_depth': 23, 'n_estimators': 200, 'num_leaves': 23, 'reg_alpha': 2.9000000000000004, 'reg_lambda': 1.3, 'verbose': -1}
cv mcc: 0.4565230346267158
******************************
{'class_weight': {0: 3.8000000000000003}, 'max_depth': 23, 'n_estimators': 200, 'num_leaves': 44, 'reg_alpha': 3.0, 'reg_lambda': 0.8, 'verbose': -1}
cv mcc: 0.3850619006717337
******************************
{'class_weight': {0: 2.3000000000000003}, 'max_depth': 5, 'n_estimators': 600, 'num_leaves': 28, 'reg_alpha': 0.1, 'reg_lambda': 2.2, 'verbose': -1}
cv mcc: 0.4565230346267158
******************************
{'class_weight': {0: 8.1}, 'max_depth': 5, 'n_estimators': 600, 'num_leaves': 28, 'reg_alpha': 0.1, 'reg_lambda': 3.0, 'verbose': -1}
cv mcc: 0.24236322737831587
******************************
{'class_weight': {0: 9.5}, 'max_depth': 7, 'n_estimators': 600, 'num_leaves': 28, 'reg_alpha': 0.2, 'reg_lambda': 2.0, 'verbose': -1}
cv mcc: 0.2140256681369249
******************************
{'class_weight': {0: 9.8}, 'max_depth': 5, 'n_estimators': 600, 'num_leaves': 36, 'reg_alpha': 2.4000000000000004, 'reg_lambda': 3.1, 'verbose': -1}
cv mcc: 0.20653907414037256
******************************
{'class_weight': {0: 9.9}, 'max_depth': 29, 'n_estimators': 700, 'num_leaves': 20, 'reg_alpha': 1.7000000000000002, 'reg_lambda': 0.5, 'verbose': -1}
cv mcc: 0.20736820582685497
******************************
{'class_weight': {0: 3.5}, 'max_depth': 10, 'n_estimators': 600, 'num_leaves': 45, 'reg_alpha': 0.7000000000000001, 'reg_lambda': 2.1, 'verbose': -1}
cv mcc: 0.39774678530606433
******************************
{'class_weight': {0: 3.2}, 'max_depth': 13, 'n_estimators': 200, 'num_leaves': 22, 'reg_alpha': 2.3000000000000003, 'reg_lambda': 2.2, 'verbose': -1}
cv mcc: 0.4124444909358525
******************************
{'class_weight': {0: 2.3000000000000003}, 'max_depth': 23, 'n_estimators': 200, 'num_leaves': 23, 'reg_alpha': 2.8000000000000003, 'reg_lambda': 1.5, 'verbose': -1}
cv mcc: 0.4565230346267158
******************************
{'class_weight': {0: 4.1000000000000005}, 'max_depth': 9, 'n_estimators': 200, 'num_leaves': 42, 'reg_alpha': 2.7, 'reg_lambda': 0.30000000000000004, 'verbose': -1}
cv mcc: 0.37218266937059014
******************************
{'class_weight': {0: 1.8}, 'max_depth': 15, 'n_estimators': 900, 'num_leaves': 23, 'reg_alpha': 2.5, 'reg_lambda': 1.3, 'verbose': -1}
cv mcc: 0.48043449216253037
******************************
{'class_weight': {0: 8.9}, 'max_depth': 15, 'n_estimators': 900, 'num_leaves': 23, 'reg_alpha': 2.3000000000000003, 'reg_lambda': 1.6, 'verbose': -1}
cv mcc: 0.22253588517082548
******************************
{'class_weight': {0: 5.0}, 'max_depth': 11, 'n_estimators': 900, 'num_leaves': 23, 'reg_alpha': 2.5, 'reg_lambda': 1.2000000000000002, 'verbose': -1}
cv mcc: 0.3318447353957221
******************************
{'class_weight': {0: 9.1}, 'max_depth': 8, 'n_estimators': 900, 'num_leaves': 29, 'reg_alpha': 2.2, 'reg_lambda': 0.0, 'verbose': -1}
cv mcc: 0.22002592865436008
******************************
{'class_weight': {0: 1.8}, 'max_depth': 15, 'n_estimators': 900, 'num_leaves': 35, 'reg_alpha': 0.30000000000000004, 'reg_lambda': 3.4000000000000004, 'verbose': -1}
cv mcc: 0.48043449216253037
******************************
{'class_weight': {0: 1.8}, 'max_depth': 15, 'n_estimators': 900, 'num_leaves': 35, 'reg_alpha': 0.8, 'reg_lambda': 4.6000000000000005, 'verbose': -1}
cv mcc: 0.48043449216253037
******************************
{'class_weight': {0: 1.8}, 'max_depth': 15, 'n_estimators': 900, 'num_leaves': 35, 'reg_alpha': 0.7000000000000001, 'reg_lambda': 3.8000000000000003, 'verbose': -1}
cv mcc: 0.48043449216253037
******************************
{'class_weight': {0: 4.4}, 'max_depth': 15, 'n_estimators': 900, 'num_leaves': 47, 'reg_alpha': 0.4, 'reg_lambda': 4.0, 'verbose': -1}
cv mcc: 0.3686143245218358
******************************
{'class_weight': {0: 7.1000000000000005}, 'max_depth': 24, 'n_estimators': 700, 'num_leaves': 35, 'reg_alpha': 0.8, 'reg_lambda': 4.800000000000001, 'verbose': -1}
cv mcc: 0.26593457617013017
******************************
{'class_weight': {0: 4.7}, 'max_depth': 19, 'n_estimators': 500, 'num_leaves': 49, 'reg_alpha': 1.6, 'reg_lambda': 3.3000000000000003, 'verbose': -1}
cv mcc: 0.34600729107788397
******************************
{'class_weight': {0: 2.2}, 'max_depth': 28, 'n_estimators': 900, 'num_leaves': 32, 'reg_alpha': 1.2000000000000002, 'reg_lambda': 4.5, 'verbose': -1}
cv mcc: 0.4604141087336358
******************************
{'class_weight': {0: 2.8000000000000003}, 'max_depth': 15, 'n_estimators': 300, 'num_leaves': 21, 'reg_alpha': 2.1, 'reg_lambda': 2.8000000000000003, 'verbose': -1}
cv mcc: 0.43353445429395626
******************************
{'class_weight': {0: 1.1}, 'max_depth': 27, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 0.4, 'reg_lambda': 4.3, 'verbose': -1}
cv mcc: 0.5208682226807307
******************************
{'class_weight': {0: 6.9}, 'max_depth': 27, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 0.5, 'reg_lambda': 4.1000000000000005, 'verbose': -1}
cv mcc: 0.2708126892339995
******************************
{'class_weight': {0: 2.0}, 'max_depth': 27, 'n_estimators': 100, 'num_leaves': 37, 'reg_alpha': 1.2000000000000002, 'reg_lambda': 0.8, 'verbose': -1}
cv mcc: 0.4696935542543224
******************************
{'class_weight': {0: 1.7000000000000002}, 'max_depth': 20, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 0.6000000000000001, 'reg_lambda': 3.8000000000000003, 'verbose': -1}
cv mcc: 0.48823198527589134
******************************
{'class_weight': {0: 1.1}, 'max_depth': 25, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 1.1, 'reg_lambda': 4.3, 'verbose': -1}
cv mcc: 0.5208682226807307
******************************
{'class_weight': {0: 1.1}, 'max_depth': 25, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 1.1, 'reg_lambda': 4.5, 'verbose': -1}
cv mcc: 0.5208682226807307
******************************
{'class_weight': {0: 1.1}, 'max_depth': 25, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 1.1, 'reg_lambda': 4.3, 'verbose': -1}
cv mcc: 0.5208682226807307
******************************
{'class_weight': {0: 1.9000000000000001}, 'max_depth': 25, 'n_estimators': 100, 'num_leaves': 40, 'reg_alpha': 1.4000000000000001, 'reg_lambda': 4.800000000000001, 'verbose': -1}
cv mcc: 0.4745139018492157
******************************
{'class_weight': {0: 4.800000000000001}, 'max_depth': 25, 'n_estimators': 400, 'num_leaves': 48, 'reg_alpha': 1.8, 'reg_lambda': 4.6000000000000005, 'verbose': -1}
cv mcc: 0.34165434853327437
******************************
{'class_weight': {0: 9.4}, 'max_depth': 22, 'n_estimators': 100, 'num_leaves': 43, 'reg_alpha': 0.9, 'reg_lambda': 5.0, 'verbose': -1}
cv mcc: 0.21491116691474968
******************************
{'class_weight': {0: 8.6}, 'max_depth': 21, 'n_estimators': 500, 'num_leaves': 39, 'reg_alpha': 0.0, 'reg_lambda': 4.2, 'verbose': -1}
cv mcc: 0.22679290940309427
******************************
{'class_weight': {0: 6.0}, 'max_depth': 17, 'n_estimators': 100, 'num_leaves': 24, 'reg_alpha': 0.4, 'reg_lambda': 3.9000000000000004, 'verbose': -1}
cv mcc: 0.299726708351451
******************************
{'class_weight': {0: 5.4}, 'max_depth': 27, 'n_estimators': 300, 'num_leaves': 46, 'reg_alpha': 1.4000000000000001, 'reg_lambda': 3.6, 'verbose': -1}
cv mcc: 0.32338661925125595
******************************
{'class_weight': {0: 3.1}, 'max_depth': 14, 'n_estimators': 700, 'num_leaves': 30, 'reg_alpha': 1.6, 'reg_lambda': 2.7, 'verbose': -1}
cv mcc: 0.4138918238488831
******************************
{'class_weight': {0: 7.4}, 'max_depth': 25, 'n_estimators': 100, 'num_leaves': 31, 'reg_alpha': 1.1, 'reg_lambda': 3.3000000000000003, 'verbose': -1}
cv mcc: 0.2541042722829792
******************************
{'class_weight': {0: 3.0}, 'max_depth': 26, 'n_estimators': 400, 'num_leaves': 33, 'reg_alpha': 0.5, 'reg_lambda': 4.3, 'verbose': -1}
cv mcc: 0.42378592393566866
******************************
{'class_weight': {0: 2.7}, 'max_depth': 12, 'n_estimators': 800, 'num_leaves': 38, 'reg_alpha': 1.9000000000000001, 'reg_lambda': 5.0, 'verbose': -1}
cv mcc: 0.4370866307871614
******************************
{'class_weight': {0: 7.6000000000000005}, 'max_depth': 25, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 1.1, 'reg_lambda': 4.4, 'verbose': -1}
cv mcc: 0.2519703121879471
******************************
{'class_weight': {0: 1.1}, 'max_depth': 25, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 0.9, 'reg_lambda': 3.6, 'verbose': -1}
cv mcc: 0.5208682226807307
******************************
{'class_weight': {0: 1.1}, 'max_depth': 6, 'n_estimators': 100, 'num_leaves': 41, 'reg_alpha': 0.9, 'reg_lambda': 3.5, 'verbose': -1}
cv mcc: 0.5208682226807307
******************************
{'class_weight': {0: 7.300000000000001}, 'max_depth': 6, 'n_estimators': 100, 'num_leaves': 26, 'reg_alpha': 0.9, 'reg_lambda': 3.4000000000000004, 'verbose': -1}
cv mcc: 0.2619773740005146
******************************
{'class_weight': {0: 7.7}, 'max_depth': 10, 'n_estimators': 100, 'num_leaves': 44, 'reg_alpha': 0.2, 'reg_lambda': 3.0, 'verbose': -1}
cv mcc: 0.2539416040309949
******************************
{'class_weight': {0: 5.6000000000000005}, 'max_depth': 6, 'n_estimators': 500, 'num_leaves': 20, 'reg_alpha': 1.4000000000000001, 'reg_lambda': 3.7, 'verbose': -1}
cv mcc: 0.3164970991076627
******************************
{'class_weight': {0: 1.0}, 'max_depth': 18, 'n_estimators': 100, 'num_leaves': 25, 'reg_alpha': 0.7000000000000001, 'reg_lambda': 4.1000000000000005, 'verbose': -1}
cv mcc: 0.5242720364257746
******************************
{'class_weight': {0: 1.2000000000000002}, 'max_depth': 18, 'n_estimators': 300, 'num_leaves': 36, 'reg_alpha': 0.7000000000000001, 'reg_lambda': 2.3000000000000003, 'verbose': -1}
cv mcc: 0.513839952160468
******************************
{'class_weight': {0: 1.0}, 'max_depth': 18, 'n_estimators': 700, 'num_leaves': 25, 'reg_alpha': 0.9, 'reg_lambda': 2.8000000000000003, 'verbose': -1}
cv mcc: 0.5242720364257746
******************************
{'class_weight': {0: 0.4}, 'max_depth': 7, 'n_estimators': 700, 'num_leaves': 25, 'reg_alpha': 0.8, 'reg_lambda': 2.4000000000000004, 'verbose': -1}
cv mcc: 0.5307806921338388
******************************
{'class_weight': {0: 8.8}, 'max_depth': 7, 'n_estimators': 700, 'num_leaves': 25, 'reg_alpha': 0.6000000000000001, 'reg_lambda': 2.8000000000000003, 'verbose': -1}
cv mcc: 0.22629186769796703
******************************
{'class_weight': {0: 1.0}, 'max_depth': 18, 'n_estimators': 700, 'num_leaves': 25, 'reg_alpha': 0.2, 'reg_lambda': 1.7000000000000002, 'verbose': -1}
cv mcc: 0.5242720364257746
******************************
{'class_weight': {0: 1.0}, 'max_depth': 18, 'n_estimators': 700, 'num_leaves': 45, 'reg_alpha': 0.1, 'reg_lambda': 1.8, 'verbose': -1}
cv mcc: 0.5242720364257746
******************************
{'class_weight': {0: 3.3000000000000003}, 'max_depth': 7, 'n_estimators': 700, 'num_leaves': 45, 'reg_alpha': 0.1, 'reg_lambda': 2.4000000000000004, 'verbose': -1}
cv mcc: 0.40764814520395026
******************************
{'class_weight': {0: 3.4000000000000004}, 'max_depth': 18, 'n_estimators': 700, 'num_leaves': 25, 'reg_alpha': 0.30000000000000004, 'reg_lambda': 2.6, 'verbose': -1}
cv mcc: 0.4071974661301921
******************************
{'class_weight': {0: 9.200000000000001}, 'max_depth': 29, 'n_estimators': 700, 'num_leaves': 45, 'reg_alpha': 0.8, 'reg_lambda': 2.0, 'verbose': -1}
cv mcc: 0.20752629497613492
******************************
{'class_weight': {0: 0.8}, 'max_depth': 9, 'n_estimators': 700, 'num_leaves': 25, 'reg_alpha': 0.30000000000000004, 'reg_lambda': 1.0, 'verbose': -1}
cv mcc: 0.532638084503226
******************************
{'class_weight': {0: 0.8}, 'max_depth': 9, 'n_estimators': 700, 'num_leaves': 27, 'reg_alpha': 0.0, 'reg_lambda': 0.8, 'verbose': -1}
cv mcc: 0.532638084503226
******************************
{'class_weight': {0: 0.8}, 'max_depth': 9, 'n_estimators': 700, 'num_leaves': 27, 'reg_alpha': 0.30000000000000004, 'reg_lambda': 0.8, 'verbose': -1}
cv mcc: 0.532638084503226
******************************
{'class_weight': {0: 0.8}, 'max_depth': 9, 'n_estimators': 700, 'num_leaves': 27, 'reg_alpha': 0.0, 'reg_lambda': 0.7000000000000001, 'verbose': -1}
cv mcc: 0.532638084503226
******************************
{'class_weight': {0: 0.8}, 'max_depth': 9, 'n_estimators': 700, 'num_leaves': 27, 'reg_alpha': 0.0, 'reg_lambda': 0.2, 'verbose': -1}
cv mcc: 0.532638084503226
******************************
{'class_weight': {0: 0.8}, 'max_depth': 9, 'n_estimators': 700, 'num_leaves': 27, 'reg_alpha': 0.2, 'reg_lambda': 0.30000000000000004, 'verbose': -1}
cv mcc: 0.532638084503226
******************************
{'class_weight': {0: 7.800000000000001}, 'max_depth': 9, 'n_estimators': 800, 'num_leaves': 27, 'reg_alpha': 0.0, 'reg_lambda': 0.2, 'verbose': -1}
cv mcc: 0.25065013359600624
******************************
{'class_weight': {0: 0.30000000000000004}, 'max_depth': 9, 'n_estimators': 700, 'num_leaves': 22, 'reg_alpha': 0.5, 'reg_lambda': 1.0, 'verbose': -1}
cv mcc: 0.5251654627360786
******************************
{'class_weight': {0: 2.5}, 'max_depth': 9, 'n_estimators': 200, 'num_leaves': 27, 'reg_alpha': 0.1, 'reg_lambda': 0.1, 'verbose': -1}
cv mcc: 0.44438654209022976
******************************
{'class_weight': {0: 8.4}, 'max_depth': 24, 'n_estimators': 400, 'num_leaves': 42, 'reg_alpha': 0.30000000000000004, 'reg_lambda': 0.6000000000000001, 'verbose': -1}
cv mcc: 0.2290130014077232
******************************
{'class_weight': {0: 0.8}, 'max_depth': 13, 'n_estimators': 700, 'num_leaves': 29, 'reg_alpha': 0.6000000000000001, 'reg_lambda': 0.5, 'verbose': -1}
cv mcc: 0.532638084503226
******************************
{'class_weight': {0: 7.0}, 'max_depth': 11, 'n_estimators': 600, 'num_leaves': 29, 'reg_alpha': 0.4, 'reg_lambda': 1.1, 'verbose': -1}
cv mcc: 0.2624440856335148
******************************
{'class_weight': {0: 8.200000000000001}, 'max_depth': 19, 'n_estimators': 700, 'num_leaves': 27, 'reg_alpha': 0.0, 'reg_lambda': 0.8, 'verbose': -1}
cv mcc: 0.2336167335650732
******************************
{'class_weight': {0: 3.6}, 'max_depth': 8, 'n_estimators': 500, 'num_leaves': 49, 'reg_alpha': 0.2, 'reg_lambda': 0.0, 'verbose': -1}
cv mcc: 0.39326577154306736
******************************
{'class_weight': {0: 4.6000000000000005}, 'max_depth': 13, 'n_estimators': 300, 'num_leaves': 32, 'reg_alpha': 0.6000000000000001, 'reg_lambda': 0.4, 'verbose': -1}
cv mcc: 0.35171998062229637
******************************
{'class_weight': {0: 1.4000000000000001}, 'max_depth': 13, 'n_estimators': 700, 'num_leaves': 29, 'reg_alpha': 1.0, 'reg_lambda': 0.6000000000000001, 'verbose': -1}
cv mcc: 0.5014179934720157
******************************
{'class_weight': {0: 7.2}, 'max_depth': 13, 'n_estimators': 800, 'num_leaves': 29, 'reg_alpha': 0.5, 'reg_lambda': 0.30000000000000004, 'verbose': -1}
cv mcc: 0.2608135690281553
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{'class_weight': {0: 8.0}, 'max_depth': 28, 'n_estimators': 200, 'num_leaves': 48, 'reg_alpha': 0.1, 'reg_lambda': 0.4, 'verbose': -1}
cv mcc: 0.24317330613276847
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{'class_weight': {0: 6.1000000000000005}, 'max_depth': 9, 'n_estimators': 400, 'num_leaves': 47, 'reg_alpha': 0.2, 'reg_lambda': 1.3, 'verbose': -1}
cv mcc: 0.2948938644351275
100%|████████████████████████████████████████████████| 100/100 [04:44<00:00, 2.84s/it, best loss: 0.46736191549677397]
Total time : 284.57569 seconds
Best Parameters - val_loss:0.7934609258596275 for {'class_weight': {0: 0.8}, 'max_depth': 9, 'n_estimators': 700, 'num_leaves': 25, 'reg_alpha': 0.30000000000000004, 'reg_lambda': 1.0, 'verbose': -1}